Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 339.9 KiB |
| Average record size in memory | 696.0 B |
Variable types
| Text | 2 |
|---|---|
| Numeric | 7 |
| Categorical | 11 |
| DateTime | 1 |
Failed_Transaction_Count_7d is highly overall correlated with Fraud_Label | High correlation |
Fraud_Label is highly overall correlated with Failed_Transaction_Count_7d and 1 other fields | High correlation |
Risk_Score is highly overall correlated with Fraud_Label | High correlation |
IP_Address_Flag is highly imbalanced (73.1%) | Imbalance |
Transaction_ID has unique values | Unique |
Timestamp has unique values | Unique |
Account_Balance has unique values | Unique |
Transaction_Distance has unique values | Unique |
Reproduction
| Analysis started | 2025-05-19 22:57:19.618572 |
|---|---|
| Analysis finished | 2025-05-19 22:57:31.174069 |
| Duration | 11.56 seconds |
| Software version | ydata-profiling vv4.15.0 |
| Download configuration | config.json |
Variables
Transaction_ID
Text
Unique
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.0 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.76 |
| Min length | 6 |
Unique
| Unique | 500 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | TXN_27465 |
|---|---|
| 2nd row | TXN_6571 |
| 3rd row | TXN_31432 |
| 4th row | TXN_21596 |
| 5th row | TXN_19097 |
| Value | Count | Frequency (%) |
| txn_27465 | 1 | 0.2% |
| txn_25489 | 1 | 0.2% |
| txn_31432 | 1 | 0.2% |
| txn_21596 | 1 | 0.2% |
| txn_19097 | 1 | 0.2% |
| txn_8146 | 1 | 0.2% |
| txn_26348 | 1 | 0.2% |
| txn_25338 | 1 | 0.2% |
| txn_45866 | 1 | 0.2% |
| txn_4122 | 1 | 0.2% |
| Other values (490) | 490 |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 500 | |
| X | 500 | |
| N | 500 | |
| _ | 500 | |
| 1 | 298 | 6.8% |
| 2 | 289 | 6.6% |
| 4 | 288 | 6.6% |
| 3 | 277 | 6.3% |
| 6 | 231 | 5.3% |
| 5 | 225 | 5.1% |
| Other values (4) | 772 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 500 | |
| X | 500 | |
| N | 500 | |
| _ | 500 | |
| 1 | 298 | 6.8% |
| 2 | 289 | 6.6% |
| 4 | 288 | 6.6% |
| 3 | 277 | 6.3% |
| 6 | 231 | 5.3% |
| 5 | 225 | 5.1% |
| Other values (4) | 772 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 500 | |
| X | 500 | |
| N | 500 | |
| _ | 500 | |
| 1 | 298 | 6.8% |
| 2 | 289 | 6.6% |
| 4 | 288 | 6.6% |
| 3 | 277 | 6.3% |
| 6 | 231 | 5.3% |
| 5 | 225 | 5.1% |
| Other values (4) | 772 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4380 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 500 | |
| X | 500 | |
| N | 500 | |
| _ | 500 | |
| 1 | 298 | 6.8% |
| 2 | 289 | 6.6% |
| 4 | 288 | 6.6% |
| 3 | 277 | 6.3% |
| 6 | 231 | 5.3% |
| 5 | 225 | 5.1% |
| Other values (4) | 772 |
User_ID
Text
| Distinct | 484 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.1 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Unique
| Unique | 468 ? |
|---|---|
| Unique (%) | 93.6% |
Sample
| 1st row | USER_2904 |
|---|---|
| 2nd row | USER_2108 |
| 3rd row | USER_4686 |
| 4th row | USER_8562 |
| 5th row | USER_6120 |
| Value | Count | Frequency (%) |
| user_8446 | 2 | 0.4% |
| user_6980 | 2 | 0.4% |
| user_2602 | 2 | 0.4% |
| user_5200 | 2 | 0.4% |
| user_6798 | 2 | 0.4% |
| user_4929 | 2 | 0.4% |
| user_3935 | 2 | 0.4% |
| user_4771 | 2 | 0.4% |
| user_3963 | 2 | 0.4% |
| user_2719 | 2 | 0.4% |
| Other values (474) | 480 |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 500 | |
| S | 500 | |
| E | 500 | |
| R | 500 | |
| _ | 500 | |
| 4 | 219 | 4.9% |
| 5 | 209 | 4.6% |
| 7 | 209 | 4.6% |
| 6 | 208 | 4.6% |
| 3 | 207 | 4.6% |
| Other values (5) | 948 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 500 | |
| S | 500 | |
| E | 500 | |
| R | 500 | |
| _ | 500 | |
| 4 | 219 | 4.9% |
| 5 | 209 | 4.6% |
| 7 | 209 | 4.6% |
| 6 | 208 | 4.6% |
| 3 | 207 | 4.6% |
| Other values (5) | 948 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 500 | |
| S | 500 | |
| E | 500 | |
| R | 500 | |
| _ | 500 | |
| 4 | 219 | 4.9% |
| 5 | 209 | 4.6% |
| 7 | 209 | 4.6% |
| 6 | 208 | 4.6% |
| 3 | 207 | 4.6% |
| Other values (5) | 948 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 500 | |
| S | 500 | |
| E | 500 | |
| R | 500 | |
| _ | 500 | |
| 4 | 219 | 4.9% |
| 5 | 209 | 4.6% |
| 7 | 209 | 4.6% |
| 6 | 208 | 4.6% |
| 3 | 207 | 4.6% |
| Other values (5) | 948 |
Transaction_Amount
Real number (ℝ)
| Distinct | 495 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.97278 |
| Minimum | 0.09 |
|---|---|
| Maximum | 539.55 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 0.09 |
|---|---|
| 5-th percentile | 5.382 |
| Q1 | 33.04 |
| median | 70.455 |
| Q3 | 131.5625 |
| 95-th percentile | 271.985 |
| Maximum | 539.55 |
| Range | 539.46 |
| Interquartile range (IQR) | 98.5225 |
Descriptive statistics
| Standard deviation | 86.690546 |
|---|---|
| Coefficient of variation (CV) | 0.90328264 |
| Kurtosis | 3.6225802 |
| Mean | 95.97278 |
| Median Absolute Deviation (MAD) | 45.875 |
| Skewness | 1.6630771 |
| Sum | 47986.39 |
| Variance | 7515.2508 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80.32 | 2 | 0.4% |
| 63.49 | 2 | 0.4% |
| 53.94 | 2 | 0.4% |
| 11.17 | 2 | 0.4% |
| 0.91 | 2 | 0.4% |
| 207.55 | 1 | 0.2% |
| 44.51 | 1 | 0.2% |
| 48.17 | 1 | 0.2% |
| 86.78 | 1 | 0.2% |
| 37.99 | 1 | 0.2% |
| Other values (485) | 485 |
| Value | Count | Frequency (%) |
| 0.09 | 1 | |
| 0.45 | 1 | |
| 0.5 | 1 | |
| 0.6 | 1 | |
| 0.76 | 1 | |
| 0.83 | 1 | |
| 0.88 | 1 | |
| 0.91 | 2 | |
| 1.19 | 1 | |
| 1.7 | 1 |
| Value | Count | Frequency (%) |
| 539.55 | 1 | |
| 511.46 | 1 | |
| 501.72 | 1 | |
| 390.57 | 1 | |
| 384.28 | 1 | |
| 366.4 | 1 | |
| 354.71 | 1 | |
| 349.99 | 1 | |
| 346.96 | 1 | |
| 344.5 | 1 |
Transaction_Type
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.0 KiB |
| POS | |
|---|---|
| Online | |
| ATM Withdrawal | |
| Bank Transfer |
Length
| Max length | 14 |
|---|---|
| Median length | 13 |
| Mean length | 8.728 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | POS |
|---|---|
| 2nd row | POS |
| 3rd row | POS |
| 4th row | ATM Withdrawal |
| 5th row | Online |
Common Values
| Value | Count | Frequency (%) |
| POS | 133 | |
| Online | 132 | |
| ATM Withdrawal | 118 | |
| Bank Transfer | 117 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pos | 133 | |
| online | 132 | |
| atm | 118 | |
| withdrawal | 118 | |
| bank | 117 | |
| transfer | 117 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 498 | 11.4% |
| a | 470 | 10.8% |
| r | 352 | 8.1% |
| O | 265 | 6.1% |
| l | 250 | 5.7% |
| i | 250 | 5.7% |
| e | 249 | 5.7% |
| T | 235 | 5.4% |
| 235 | 5.4% | |
| P | 133 | 3.0% |
| Other values (12) | 1427 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4364 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 498 | 11.4% |
| a | 470 | 10.8% |
| r | 352 | 8.1% |
| O | 265 | 6.1% |
| l | 250 | 5.7% |
| i | 250 | 5.7% |
| e | 249 | 5.7% |
| T | 235 | 5.4% |
| 235 | 5.4% | |
| P | 133 | 3.0% |
| Other values (12) | 1427 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4364 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 498 | 11.4% |
| a | 470 | 10.8% |
| r | 352 | 8.1% |
| O | 265 | 6.1% |
| l | 250 | 5.7% |
| i | 250 | 5.7% |
| e | 249 | 5.7% |
| T | 235 | 5.4% |
| 235 | 5.4% | |
| P | 133 | 3.0% |
| Other values (12) | 1427 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4364 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 498 | 11.4% |
| a | 470 | 10.8% |
| r | 352 | 8.1% |
| O | 265 | 6.1% |
| l | 250 | 5.7% |
| i | 250 | 5.7% |
| e | 249 | 5.7% |
| T | 235 | 5.4% |
| 235 | 5.4% | |
| P | 133 | 3.0% |
| Other values (12) | 1427 |
Timestamp
Date
Unique
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.8 KiB |
| Minimum | 2023-01-01 06:19:00 |
|---|---|
| Maximum | 2023-12-31 16:09:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Account_Balance
Real number (ℝ)
Unique
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51389.174 |
| Minimum | 650.47 |
|---|---|
| Maximum | 99951.07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 650.47 |
|---|---|
| 5-th percentile | 4991.5565 |
| Q1 | 25981.11 |
| median | 53229.025 |
| Q3 | 77041.788 |
| 95-th percentile | 95072.091 |
| Maximum | 99951.07 |
| Range | 99300.6 |
| Interquartile range (IQR) | 51060.678 |
Descriptive statistics
| Standard deviation | 29164.577 |
|---|---|
| Coefficient of variation (CV) | 0.56752376 |
| Kurtosis | -1.1962902 |
| Mean | 51389.174 |
| Median Absolute Deviation (MAD) | 25257.285 |
| Skewness | -0.10407462 |
| Sum | 25694587 |
| Variance | 8.5057257 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1941.7 | 1 | 0.2% |
| 91157.79 | 1 | 0.2% |
| 52790.73 | 1 | 0.2% |
| 3705.52 | 1 | 0.2% |
| 22614.14 | 1 | 0.2% |
| 913.67 | 1 | 0.2% |
| 58801.25 | 1 | 0.2% |
| 81776.83 | 1 | 0.2% |
| 85405.37 | 1 | 0.2% |
| 7826.32 | 1 | 0.2% |
| Other values (490) | 490 |
| Value | Count | Frequency (%) |
| 650.47 | 1 | |
| 753.87 | 1 | |
| 913.67 | 1 | |
| 917.46 | 1 | |
| 1167.54 | 1 | |
| 1301.09 | 1 | |
| 1590.3 | 1 | |
| 1647.56 | 1 | |
| 1724.22 | 1 | |
| 1941.7 | 1 |
| Value | Count | Frequency (%) |
| 99951.07 | 1 | |
| 99771.26 | 1 | |
| 99700.56 | 1 | |
| 99511.66 | 1 | |
| 99437.09 | 1 | |
| 99350.52 | 1 | |
| 99169.01 | 1 | |
| 99068.59 | 1 | |
| 98487.45 | 1 | |
| 98162.68 | 1 |
Device_Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.7 KiB |
| Tablet | |
|---|---|
| Mobile | |
| Laptop |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laptop |
|---|---|
| 2nd row | Mobile |
| 3rd row | Tablet |
| 4th row | Mobile |
| 5th row | Mobile |
Common Values
| Value | Count | Frequency (%) |
| Tablet | 182 | |
| Mobile | 164 | |
| Laptop | 154 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| tablet | 182 | |
| mobile | 164 | |
| laptop | 154 |
Most occurring characters
| Value | Count | Frequency (%) |
| b | 346 | |
| l | 346 | |
| e | 346 | |
| a | 336 | |
| t | 336 | |
| o | 318 | |
| p | 308 | |
| T | 182 | |
| M | 164 | |
| i | 164 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| b | 346 | |
| l | 346 | |
| e | 346 | |
| a | 336 | |
| t | 336 | |
| o | 318 | |
| p | 308 | |
| T | 182 | |
| M | 164 | |
| i | 164 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| b | 346 | |
| l | 346 | |
| e | 346 | |
| a | 336 | |
| t | 336 | |
| o | 318 | |
| p | 308 | |
| T | 182 | |
| M | 164 | |
| i | 164 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| b | 346 | |
| l | 346 | |
| e | 346 | |
| a | 336 | |
| t | 336 | |
| o | 318 | |
| p | 308 | |
| T | 182 | |
| M | 164 | |
| i | 164 |
Location
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.8 KiB |
| London | |
|---|---|
| Tokyo | |
| Sydney | |
| New York | |
| Mumbai |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.18 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Tokyo |
|---|---|
| 2nd row | London |
| 3rd row | New York |
| 4th row | Tokyo |
| 5th row | Mumbai |
Common Values
| Value | Count | Frequency (%) |
| London | 105 | |
| Tokyo | 104 | |
| Sydney | 99 | |
| New York | 97 | |
| Mumbai | 95 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| london | 105 | |
| tokyo | 104 | |
| sydney | 99 | |
| new | 97 | |
| york | 97 | |
| mumbai | 95 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 515 | |
| n | 309 | 10.0% |
| y | 302 | 9.8% |
| d | 204 | 6.6% |
| k | 201 | 6.5% |
| e | 196 | 6.3% |
| L | 105 | 3.4% |
| T | 104 | 3.4% |
| S | 99 | 3.2% |
| Y | 97 | 3.1% |
| Other values (10) | 958 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3090 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 515 | |
| n | 309 | 10.0% |
| y | 302 | 9.8% |
| d | 204 | 6.6% |
| k | 201 | 6.5% |
| e | 196 | 6.3% |
| L | 105 | 3.4% |
| T | 104 | 3.4% |
| S | 99 | 3.2% |
| Y | 97 | 3.1% |
| Other values (10) | 958 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3090 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 515 | |
| n | 309 | 10.0% |
| y | 302 | 9.8% |
| d | 204 | 6.6% |
| k | 201 | 6.5% |
| e | 196 | 6.3% |
| L | 105 | 3.4% |
| T | 104 | 3.4% |
| S | 99 | 3.2% |
| Y | 97 | 3.1% |
| Other values (10) | 958 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3090 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 515 | |
| n | 309 | 10.0% |
| y | 302 | 9.8% |
| d | 204 | 6.6% |
| k | 201 | 6.5% |
| e | 196 | 6.3% |
| L | 105 | 3.4% |
| T | 104 | 3.4% |
| S | 99 | 3.2% |
| Y | 97 | 3.1% |
| Other values (10) | 958 |
Merchant_Category
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 36.2 KiB |
| Electronics | |
|---|---|
| Groceries | |
| Restaurants | |
| Travel | |
| Clothing |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 9.172 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Electronics |
|---|---|
| 2nd row | Groceries |
| 3rd row | Groceries |
| 4th row | Electronics |
| 5th row | Groceries |
Common Values
| Value | Count | Frequency (%) |
| Electronics | 117 | |
| Groceries | 111 | |
| Restaurants | 100 | |
| Travel | 88 | |
| Clothing | 84 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| electronics | 117 | |
| groceries | 111 | |
| restaurants | 100 | |
| travel | 88 | |
| clothing | 84 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 527 | |
| r | 527 | |
| s | 428 | |
| t | 401 | |
| c | 345 | |
| o | 312 | 6.8% |
| i | 312 | 6.8% |
| n | 301 | 6.6% |
| l | 289 | 6.3% |
| a | 288 | 6.3% |
| Other values (9) | 856 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4586 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 527 | |
| r | 527 | |
| s | 428 | |
| t | 401 | |
| c | 345 | |
| o | 312 | 6.8% |
| i | 312 | 6.8% |
| n | 301 | 6.6% |
| l | 289 | 6.3% |
| a | 288 | 6.3% |
| Other values (9) | 856 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4586 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 527 | |
| r | 527 | |
| s | 428 | |
| t | 401 | |
| c | 345 | |
| o | 312 | 6.8% |
| i | 312 | 6.8% |
| n | 301 | 6.6% |
| l | 289 | 6.3% |
| a | 288 | 6.3% |
| Other values (9) | 856 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4586 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 527 | |
| r | 527 | |
| s | 428 | |
| t | 401 | |
| c | 345 | |
| o | 312 | 6.8% |
| i | 312 | 6.8% |
| n | 301 | 6.6% |
| l | 289 | 6.3% |
| a | 288 | 6.3% |
| Other values (9) | 856 |
IP_Address_Flag
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.2 KiB |
| 0 | |
|---|---|
| 1 | 23 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 477 | |
| 1 | 23 | 4.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 477 | |
| 1 | 23 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 477 | |
| 1 | 23 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 477 | |
| 1 | 23 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 477 | |
| 1 | 23 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 477 | |
| 1 | 23 | 4.6% |
Previous_Fraudulent_Activity
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 436 | |
| 1 | 64 | 12.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 436 | |
| 1 | 64 | 12.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 436 | |
| 1 | 64 | 12.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 436 | |
| 1 | 64 | 12.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 436 | |
| 1 | 64 | 12.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 436 | |
| 1 | 64 | 12.8% |
Daily_Transaction_Count
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.572 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 11 |
| 95-th percentile | 14 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.0220853 |
|---|---|
| Coefficient of variation (CV) | 0.53117873 |
| Kurtosis | -1.2012453 |
| Mean | 7.572 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.053739393 |
| Sum | 3786 |
| Variance | 16.17717 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 10 | 48 | 9.6% |
| 11 | 42 | 8.4% |
| 4 | 39 | 7.8% |
| 8 | 38 | 7.6% |
| 13 | 38 | 7.6% |
| 2 | 36 | 7.2% |
| 1 | 36 | 7.2% |
| 7 | 35 | 7.0% |
| 14 | 35 | 7.0% |
| 6 | 33 | 6.6% |
| Other values (4) | 120 |
| Value | Count | Frequency (%) |
| 1 | 36 | |
| 2 | 36 | |
| 3 | 32 | |
| 4 | 39 | |
| 5 | 30 | |
| 6 | 33 | |
| 7 | 35 | |
| 8 | 38 | |
| 9 | 31 | |
| 10 | 48 |
| Value | Count | Frequency (%) |
| 14 | 35 | |
| 13 | 38 | |
| 12 | 27 | |
| 11 | 42 | |
| 10 | 48 | |
| 9 | 31 | |
| 8 | 38 | |
| 7 | 35 | |
| 6 | 33 | |
| 5 | 30 |
Avg_Transaction_Amount_7d
Real number (ℝ)
| Distinct | 497 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 253.1637 |
| Minimum | 12.32 |
|---|---|
| Maximum | 499.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 12.32 |
|---|---|
| 5-th percentile | 32.2135 |
| Q1 | 125.2725 |
| median | 244.335 |
| Q3 | 386.8425 |
| 95-th percentile | 476.9035 |
| Maximum | 499.66 |
| Range | 487.34 |
| Interquartile range (IQR) | 261.57 |
Descriptive statistics
| Standard deviation | 146.16773 |
|---|---|
| Coefficient of variation (CV) | 0.5773645 |
| Kurtosis | -1.2379057 |
| Mean | 253.1637 |
| Median Absolute Deviation (MAD) | 130.895 |
| Skewness | 0.025452626 |
| Sum | 126581.85 |
| Variance | 21365.006 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 405.37 | 2 | 0.4% |
| 225.02 | 2 | 0.4% |
| 74.85 | 2 | 0.4% |
| 154.83 | 1 | 0.2% |
| 489.48 | 1 | 0.2% |
| 130.72 | 1 | 0.2% |
| 61.45 | 1 | 0.2% |
| 348.53 | 1 | 0.2% |
| 162.59 | 1 | 0.2% |
| 128.84 | 1 | 0.2% |
| Other values (487) | 487 |
| Value | Count | Frequency (%) |
| 12.32 | 1 | |
| 12.69 | 1 | |
| 14.93 | 1 | |
| 15.09 | 1 | |
| 15.11 | 1 | |
| 15.21 | 1 | |
| 15.64 | 1 | |
| 16.24 | 1 | |
| 17.49 | 1 | |
| 18.33 | 1 |
| Value | Count | Frequency (%) |
| 499.66 | 1 | |
| 499.18 | 1 | |
| 498.74 | 1 | |
| 498.3 | 1 | |
| 497.28 | 1 | |
| 496.83 | 1 | |
| 495.34 | 1 | |
| 494.78 | 1 | |
| 494.46 | 1 | |
| 491.76 | 1 |
Failed_Transaction_Count_7d
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.2 KiB |
| 3 | |
|---|---|
| 1 | |
| 4 | |
| 2 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 0 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 120 | |
| 1 | 103 | |
| 4 | 97 | |
| 2 | 91 | |
| 0 | 89 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 120 | |
| 1 | 103 | |
| 4 | 97 | |
| 2 | 91 | |
| 0 | 89 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 120 | |
| 1 | 103 | |
| 4 | 97 | |
| 2 | 91 | |
| 0 | 89 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 120 | |
| 1 | 103 | |
| 4 | 97 | |
| 2 | 91 | |
| 0 | 89 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 120 | |
| 1 | 103 | |
| 4 | 97 | |
| 2 | 91 | |
| 0 | 89 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 120 | |
| 1 | 103 | |
| 4 | 97 | |
| 2 | 91 | |
| 0 | 89 |
Card_Type
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.9 KiB |
| Visa | |
|---|---|
| Mastercard | |
| Amex | |
| Discover |
Length
| Max length | 10 |
|---|---|
| Median length | 4 |
| Mean length | 6.468 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mastercard |
|---|---|
| 2nd row | Mastercard |
| 3rd row | Discover |
| 4th row | Mastercard |
| 5th row | Mastercard |
Common Values
| Value | Count | Frequency (%) |
| Visa | 138 | |
| Mastercard | 133 | |
| Amex | 120 | |
| Discover | 109 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| visa | 138 | |
| mastercard | 133 | |
| amex | 120 | |
| discover | 109 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 404 | |
| s | 380 | |
| r | 375 | |
| e | 362 | |
| i | 247 | 7.6% |
| c | 242 | 7.5% |
| V | 138 | 4.3% |
| M | 133 | 4.1% |
| t | 133 | 4.1% |
| d | 133 | 4.1% |
| Other values (6) | 687 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3234 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 404 | |
| s | 380 | |
| r | 375 | |
| e | 362 | |
| i | 247 | 7.6% |
| c | 242 | 7.5% |
| V | 138 | 4.3% |
| M | 133 | 4.1% |
| t | 133 | 4.1% |
| d | 133 | 4.1% |
| Other values (6) | 687 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3234 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 404 | |
| s | 380 | |
| r | 375 | |
| e | 362 | |
| i | 247 | 7.6% |
| c | 242 | 7.5% |
| V | 138 | 4.3% |
| M | 133 | 4.1% |
| t | 133 | 4.1% |
| d | 133 | 4.1% |
| Other values (6) | 687 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3234 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 404 | |
| s | 380 | |
| r | 375 | |
| e | 362 | |
| i | 247 | 7.6% |
| c | 242 | 7.5% |
| V | 138 | 4.3% |
| M | 133 | 4.1% |
| t | 133 | 4.1% |
| d | 133 | 4.1% |
| Other values (6) | 687 |
Card_Age
Real number (ℝ)
| Distinct | 208 |
|---|---|
| Distinct (%) | 41.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 124.49 |
| Minimum | 1 |
|---|---|
| Maximum | 239 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 64 |
| median | 127 |
| Q3 | 186 |
| 95-th percentile | 230 |
| Maximum | 239 |
| Range | 238 |
| Interquartile range (IQR) | 122 |
Descriptive statistics
| Standard deviation | 70.148268 |
|---|---|
| Coefficient of variation (CV) | 0.56348516 |
| Kurtosis | -1.1929625 |
| Mean | 124.49 |
| Median Absolute Deviation (MAD) | 60.5 |
| Skewness | -0.086445362 |
| Sum | 62245 |
| Variance | 4920.7795 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 153 | 7 | 1.4% |
| 168 | 6 | 1.2% |
| 127 | 6 | 1.2% |
| 2 | 6 | 1.2% |
| 221 | 6 | 1.2% |
| 223 | 5 | 1.0% |
| 212 | 5 | 1.0% |
| 57 | 5 | 1.0% |
| 230 | 5 | 1.0% |
| 72 | 5 | 1.0% |
| Other values (198) | 444 |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.4% |
| 2 | 6 | |
| 3 | 3 | |
| 4 | 1 | 0.2% |
| 5 | 3 | |
| 6 | 1 | 0.2% |
| 8 | 2 | 0.4% |
| 9 | 2 | 0.4% |
| 10 | 1 | 0.2% |
| 11 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 239 | 1 | 0.2% |
| 238 | 1 | 0.2% |
| 237 | 3 | |
| 235 | 5 | |
| 234 | 1 | 0.2% |
| 233 | 4 | |
| 232 | 3 | |
| 231 | 4 | |
| 230 | 5 | |
| 229 | 3 |
Transaction_Distance
Real number (ℝ)
Unique
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2459.7137 |
| Minimum | 3.73 |
|---|---|
| Maximum | 4991.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 3.73 |
|---|---|
| 5-th percentile | 194.189 |
| Q1 | 1153.5025 |
| median | 2470.365 |
| Q3 | 3711.755 |
| 95-th percentile | 4707.93 |
| Maximum | 4991.92 |
| Range | 4988.19 |
| Interquartile range (IQR) | 2558.2525 |
Descriptive statistics
| Standard deviation | 1471.7772 |
|---|---|
| Coefficient of variation (CV) | 0.59835306 |
| Kurtosis | -1.2375431 |
| Mean | 2459.7137 |
| Median Absolute Deviation (MAD) | 1272.435 |
| Skewness | 0.0073574052 |
| Sum | 1229856.8 |
| Variance | 2166128.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3927.67 | 1 | 0.2% |
| 4190.19 | 1 | 0.2% |
| 3266.42 | 1 | 0.2% |
| 4520.07 | 1 | 0.2% |
| 2539.06 | 1 | 0.2% |
| 1358.03 | 1 | 0.2% |
| 121.41 | 1 | 0.2% |
| 536.17 | 1 | 0.2% |
| 3.73 | 1 | 0.2% |
| 2985.92 | 1 | 0.2% |
| Other values (490) | 490 |
| Value | Count | Frequency (%) |
| 3.73 | 1 | |
| 10.76 | 1 | |
| 15.15 | 1 | |
| 24.74 | 1 | |
| 32.97 | 1 | |
| 49.46 | 1 | |
| 55.09 | 1 | |
| 56.56 | 1 | |
| 62.48 | 1 | |
| 67.34 | 1 |
| Value | Count | Frequency (%) |
| 4991.92 | 1 | |
| 4988.42 | 1 | |
| 4987.02 | 1 | |
| 4974.04 | 1 | |
| 4973.12 | 1 | |
| 4968.94 | 1 | |
| 4958.55 | 1 | |
| 4956.08 | 1 | |
| 4955.02 | 1 | |
| 4906.54 | 1 |
Authentication_Method
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.5 KiB |
| OTP | |
|---|---|
| Password | |
| Biometric | |
| PIN |
Length
| Max length | 9 |
|---|---|
| Median length | 3 |
| Mean length | 5.728 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Password |
|---|---|
| 2nd row | PIN |
| 3rd row | PIN |
| 4th row | OTP |
| 5th row | Password |
Common Values
| Value | Count | Frequency (%) |
| OTP | 130 | |
| Password | 124 | |
| Biometric | 124 | |
| PIN | 122 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| otp | 130 | |
| password | 124 | |
| biometric | 124 | |
| pin | 122 |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 376 | |
| s | 248 | 8.7% |
| o | 248 | 8.7% |
| r | 248 | 8.7% |
| i | 248 | 8.7% |
| O | 130 | 4.5% |
| T | 130 | 4.5% |
| m | 124 | 4.3% |
| c | 124 | 4.3% |
| t | 124 | 4.3% |
| Other values (7) | 864 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2864 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| P | 376 | |
| s | 248 | 8.7% |
| o | 248 | 8.7% |
| r | 248 | 8.7% |
| i | 248 | 8.7% |
| O | 130 | 4.5% |
| T | 130 | 4.5% |
| m | 124 | 4.3% |
| c | 124 | 4.3% |
| t | 124 | 4.3% |
| Other values (7) | 864 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2864 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| P | 376 | |
| s | 248 | 8.7% |
| o | 248 | 8.7% |
| r | 248 | 8.7% |
| i | 248 | 8.7% |
| O | 130 | 4.5% |
| T | 130 | 4.5% |
| m | 124 | 4.3% |
| c | 124 | 4.3% |
| t | 124 | 4.3% |
| Other values (7) | 864 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2864 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| P | 376 | |
| s | 248 | 8.7% |
| o | 248 | 8.7% |
| r | 248 | 8.7% |
| i | 248 | 8.7% |
| O | 130 | 4.5% |
| T | 130 | 4.5% |
| m | 124 | 4.3% |
| c | 124 | 4.3% |
| t | 124 | 4.3% |
| Other values (7) | 864 |
Risk_Score
Real number (ℝ)
High correlation
| Distinct | 491 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5071742 |
| Minimum | 0.0055 |
|---|---|
| Maximum | 0.9963 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.8 KiB |
Quantile statistics
| Minimum | 0.0055 |
|---|---|
| 5-th percentile | 0.048385 |
| Q1 | 0.226625 |
| median | 0.51435 |
| Q3 | 0.799125 |
| 95-th percentile | 0.9648 |
| Maximum | 0.9963 |
| Range | 0.9908 |
| Interquartile range (IQR) | 0.5725 |
Descriptive statistics
| Standard deviation | 0.30667753 |
|---|---|
| Coefficient of variation (CV) | 0.60467889 |
| Kurtosis | -1.3641379 |
| Mean | 0.5071742 |
| Median Absolute Deviation (MAD) | 0.2883 |
| Skewness | 0.0055813784 |
| Sum | 253.5871 |
| Variance | 0.09405111 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1062 | 2 | 0.4% |
| 0.8142 | 2 | 0.4% |
| 0.0969 | 2 | 0.4% |
| 0.472 | 2 | 0.4% |
| 0.4979 | 2 | 0.4% |
| 0.8997 | 2 | 0.4% |
| 0.1972 | 2 | 0.4% |
| 0.0435 | 2 | 0.4% |
| 0.8573 | 2 | 0.4% |
| 0.7297 | 1 | 0.2% |
| Other values (481) | 481 |
| Value | Count | Frequency (%) |
| 0.0055 | 1 | |
| 0.0101 | 1 | |
| 0.014 | 1 | |
| 0.0145 | 1 | |
| 0.0153 | 1 | |
| 0.0185 | 1 | |
| 0.0196 | 1 | |
| 0.0236 | 1 | |
| 0.0261 | 1 | |
| 0.0266 | 1 |
| Value | Count | Frequency (%) |
| 0.9963 | 1 | |
| 0.9949 | 1 | |
| 0.9922 | 1 | |
| 0.9916 | 1 | |
| 0.9912 | 1 | |
| 0.991 | 1 | |
| 0.988 | 1 | |
| 0.9878 | 1 | |
| 0.9871 | 1 | |
| 0.9853 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 1 | 156 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 1 | 156 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 1 | 156 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 1 | 156 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 1 | 156 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 344 | |
| 1 | 156 |
Fraud_Label
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 321 | |
| 1 | 179 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 321 | |
| 1 | 179 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 321 | |
| 1 | 179 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 321 | |
| 1 | 179 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 321 | |
| 1 | 179 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 321 | |
| 1 | 179 |
Interactions
Correlations
| Account_Balance | Authentication_Method | Avg_Transaction_Amount_7d | Card_Age | Card_Type | Daily_Transaction_Count | Device_Type | Failed_Transaction_Count_7d | Fraud_Label | IP_Address_Flag | Is_Weekend | Location | Merchant_Category | Previous_Fraudulent_Activity | Risk_Score | Transaction_Amount | Transaction_Distance | Transaction_Type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Account_Balance | 1.000 | 0.084 | -0.005 | 0.064 | 0.000 | -0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.025 | -0.032 | 0.002 | 0.002 | 0.000 |
| Authentication_Method | 0.084 | 1.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.000 | 0.043 | 0.050 | 0.057 | 0.000 | 0.000 | 0.000 | 0.072 | 0.000 | 0.061 | 0.000 | 0.060 |
| Avg_Transaction_Amount_7d | -0.005 | 0.000 | 1.000 | 0.010 | 0.000 | 0.080 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | -0.017 | 0.044 | -0.021 | 0.000 |
| Card_Age | 0.064 | 0.000 | 0.010 | 1.000 | 0.000 | 0.020 | 0.099 | 0.000 | 0.124 | 0.038 | 0.049 | 0.000 | 0.000 | 0.000 | 0.058 | 0.025 | -0.015 | 0.098 |
| Card_Type | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Daily_Transaction_Count | -0.010 | 0.063 | 0.080 | 0.020 | 0.018 | 1.000 | 0.000 | 0.036 | 0.032 | 0.000 | 0.137 | 0.040 | 0.000 | 0.133 | -0.011 | -0.019 | -0.053 | 0.038 |
| Device_Type | 0.000 | 0.000 | 0.039 | 0.099 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.065 | 0.000 | 0.000 |
| Failed_Transaction_Count_7d | 0.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 1.000 | 0.654 | 0.000 | 0.102 | 0.000 | 0.076 | 0.107 | 0.029 | 0.000 | 0.061 | 0.080 |
| Fraud_Label | 0.000 | 0.050 | 0.000 | 0.124 | 0.000 | 0.032 | 0.000 | 0.654 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 | 0.634 | 0.000 | 0.074 | 0.000 |
| IP_Address_Flag | 0.000 | 0.057 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.099 | 0.078 | 0.000 | 0.030 |
| Is_Weekend | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.137 | 0.000 | 0.102 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.117 | 0.076 | 0.000 |
| Location | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 1.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 |
| Merchant_Category | 0.089 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.028 | 1.000 | 0.000 | 0.000 | 0.000 | 0.098 | 0.000 |
| Previous_Fraudulent_Activity | 0.025 | 0.072 | 0.000 | 0.000 | 0.000 | 0.133 | 0.067 | 0.107 | 0.084 | 0.000 | 0.038 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Risk_Score | -0.032 | 0.000 | -0.017 | 0.058 | 0.000 | -0.011 | 0.000 | 0.029 | 0.634 | 0.099 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | -0.070 | -0.011 | 0.000 |
| Transaction_Amount | 0.002 | 0.061 | 0.044 | 0.025 | 0.000 | -0.019 | 0.065 | 0.000 | 0.000 | 0.078 | 0.117 | 0.000 | 0.000 | 0.000 | -0.070 | 1.000 | 0.009 | 0.068 |
| Transaction_Distance | 0.002 | 0.000 | -0.021 | -0.015 | 0.000 | -0.053 | 0.000 | 0.061 | 0.074 | 0.000 | 0.076 | 0.000 | 0.098 | 0.000 | -0.011 | 0.009 | 1.000 | 0.064 |
| Transaction_Type | 0.000 | 0.060 | 0.000 | 0.098 | 0.000 | 0.038 | 0.000 | 0.080 | 0.000 | 0.030 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.068 | 0.064 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Transaction_ID | User_ID | Transaction_Amount | Transaction_Type | Timestamp | Account_Balance | Device_Type | Location | Merchant_Category | IP_Address_Flag | Previous_Fraudulent_Activity | Daily_Transaction_Count | Avg_Transaction_Amount_7d | Failed_Transaction_Count_7d | Card_Type | Card_Age | Transaction_Distance | Authentication_Method | Risk_Score | Is_Weekend | Fraud_Label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20515 | TXN_27465 | USER_2904 | 2.21 | POS | 2023-12-19 18:41:00 | 1941.70 | Laptop | Tokyo | Electronics | 0 | 0 | 8 | 154.83 | 2 | Mastercard | 83 | 3927.67 | Password | 0.6123 | 0 | 0 |
| 42486 | TXN_6571 | USER_2108 | 136.05 | POS | 2023-06-02 23:29:00 | 8476.80 | Mobile | London | Groceries | 0 | 0 | 7 | 18.33 | 0 | Mastercard | 39 | 409.85 | PIN | 0.6755 | 0 | 0 |
| 31440 | TXN_31432 | USER_4686 | 127.70 | POS | 2023-11-20 15:41:00 | 87065.25 | Tablet | New York | Groceries | 0 | 0 | 10 | 404.15 | 4 | Discover | 156 | 4607.25 | PIN | 0.9667 | 0 | 1 |
| 41116 | TXN_21596 | USER_8562 | 105.77 | ATM Withdrawal | 2023-01-18 08:38:00 | 3526.98 | Mobile | Tokyo | Electronics | 0 | 1 | 11 | 145.09 | 4 | Mastercard | 63 | 2984.05 | OTP | 0.1877 | 0 | 1 |
| 48739 | TXN_19097 | USER_6120 | 344.50 | Online | 2023-03-12 23:54:00 | 77426.86 | Mobile | Mumbai | Groceries | 0 | 0 | 13 | 14.93 | 3 | Mastercard | 17 | 2138.69 | Password | 0.5620 | 0 | 0 |
| 19808 | TXN_8146 | USER_2046 | 366.40 | ATM Withdrawal | 2023-08-06 02:45:00 | 73136.19 | Mobile | London | Travel | 0 | 0 | 5 | 499.18 | 3 | Mastercard | 120 | 4184.70 | PIN | 0.7538 | 0 | 0 |
| 5765 | TXN_26348 | USER_1089 | 33.01 | Online | 2023-07-29 16:38:00 | 49531.66 | Tablet | New York | Electronics | 0 | 0 | 10 | 17.49 | 2 | Mastercard | 64 | 3851.88 | PIN | 0.8762 | 0 | 1 |
| 48222 | TXN_25338 | USER_3556 | 38.16 | ATM Withdrawal | 2023-02-21 19:22:00 | 73354.76 | Tablet | Tokyo | Restaurants | 1 | 0 | 13 | 398.65 | 1 | Visa | 182 | 4423.11 | OTP | 0.8444 | 0 | 0 |
| 18150 | TXN_45866 | USER_4622 | 162.18 | Online | 2023-12-30 23:14:00 | 68531.93 | Laptop | Tokyo | Travel | 0 | 0 | 4 | 21.72 | 0 | Mastercard | 32 | 3525.54 | PIN | 0.0857 | 0 | 0 |
| 26845 | TXN_4122 | USER_2987 | 63.18 | ATM Withdrawal | 2023-01-28 20:56:00 | 4443.37 | Mobile | London | Restaurants | 0 | 0 | 7 | 268.31 | 2 | Discover | 91 | 136.18 | OTP | 0.8142 | 1 | 0 |
| Transaction_ID | User_ID | Transaction_Amount | Transaction_Type | Timestamp | Account_Balance | Device_Type | Location | Merchant_Category | IP_Address_Flag | Previous_Fraudulent_Activity | Daily_Transaction_Count | Avg_Transaction_Amount_7d | Failed_Transaction_Count_7d | Card_Type | Card_Age | Transaction_Distance | Authentication_Method | Risk_Score | Is_Weekend | Fraud_Label | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26484 | TXN_21129 | USER_4499 | 81.52 | Online | 2023-05-18 07:41:00 | 58899.02 | Tablet | Sydney | Clothing | 0 | 0 | 3 | 419.25 | 0 | Amex | 171 | 1065.51 | PIN | 0.0825 | 0 | 0 |
| 7089 | TXN_48917 | USER_8243 | 539.55 | ATM Withdrawal | 2023-01-29 19:45:00 | 6764.52 | Tablet | Tokyo | Clothing | 0 | 1 | 6 | 165.76 | 4 | Mastercard | 205 | 4987.02 | PIN | 0.5905 | 0 | 1 |
| 12054 | TXN_19711 | USER_4121 | 50.36 | POS | 2023-04-01 10:16:00 | 66612.73 | Laptop | Mumbai | Restaurants | 0 | 0 | 10 | 169.02 | 3 | Amex | 57 | 1808.35 | PIN | 0.0557 | 0 | 0 |
| 16918 | TXN_4620 | USER_2907 | 51.19 | Bank Transfer | 2023-07-29 20:03:00 | 30145.43 | Mobile | Mumbai | Clothing | 0 | 0 | 7 | 241.59 | 4 | Visa | 84 | 378.91 | OTP | 0.2825 | 0 | 1 |
| 37194 | TXN_40686 | USER_3567 | 116.64 | POS | 2023-01-03 13:52:00 | 18692.34 | Tablet | Sydney | Clothing | 0 | 0 | 2 | 217.13 | 2 | Mastercard | 28 | 2736.17 | PIN | 0.7147 | 0 | 0 |
| 10264 | TXN_23597 | USER_1899 | 115.10 | ATM Withdrawal | 2023-09-24 15:44:00 | 63724.09 | Laptop | New York | Restaurants | 1 | 1 | 9 | 215.45 | 2 | Mastercard | 230 | 92.31 | Password | 0.5311 | 1 | 0 |
| 10344 | TXN_24013 | USER_7906 | 26.45 | Online | 2023-04-18 03:27:00 | 58453.67 | Laptop | Mumbai | Restaurants | 0 | 0 | 2 | 292.68 | 1 | Amex | 216 | 1974.38 | PIN | 0.2837 | 0 | 0 |
| 20 | TXN_6113 | USER_5566 | 22.02 | ATM Withdrawal | 2023-12-28 04:45:00 | 55851.38 | Mobile | Sydney | Electronics | 0 | 0 | 13 | 179.73 | 3 | Visa | 204 | 633.99 | PIN | 0.1305 | 1 | 0 |
| 284 | TXN_31520 | USER_9541 | 207.98 | ATM Withdrawal | 2023-03-14 11:13:00 | 62836.43 | Tablet | New York | Groceries | 0 | 0 | 8 | 464.16 | 4 | Visa | 67 | 4583.53 | Biometric | 0.1706 | 1 | 1 |
| 43306 | TXN_48312 | USER_2062 | 37.40 | ATM Withdrawal | 2023-04-09 18:55:00 | 8721.46 | Tablet | Sydney | Groceries | 0 | 0 | 10 | 239.23 | 0 | Amex | 173 | 3157.88 | Password | 0.9853 | 1 | 1 |